Title :
CA-RAM: A High-Performance Memory Substrate for Search-Intensive Applications
Author :
Cho, Sangyeun ; Martin, Joel R. ; Xu, Ruibin ; Hammoud, Mohammad H. ; Melhem, Rami
Author_Institution :
Dept. of Comput. Sci., Pittsburgh Univ., PA
Abstract :
This paper proposes a specialized memory structure called CA-RAM (content addressable random access memory) to accelerate search operations present in many important real-world applications. Search operations can occupy a significant portion of total execution time and energy consumption, while posing a difficult performance problem to tackle using traditional memory hierarchy concepts. In essence, CA-RAM is a direct hardware implementation of the well-known hashing technique. Searchable records are stored in CA-RAM at a location determined by a hash function, defined on their search key. After a database has been built, looking up a record in CA-RAM typically involves a single memory access followed by a parallel key matching operation. Compared with a conventional CAM (content addressable memory) solution, CA-RAM capitalizes on dense SRAM and DRAM designs, and achieves comparable search performance while occupying much smaller area and consuming significantly less power. This paper presents detailed design aspects of CA-RAM, to be integrated in future general-purpose and application-specific processors and systems. To further motivate and justify our approach, we present two real examples of using CA-RAM to build a high-performance search accelerator targeting: IP address lookup in core routers and trigram lookup in a large speech recognition system
Keywords :
random-access storage; storage management; application-specific processor; content addressable random access memory; direct hardware implementation; hash function; hashing technique; high-performance memory substrate; high-performance search accelerator; memory access; memory hierarchy concept; memory structure; parallel key matching operation; search operation; search-intensive application; Acceleration; Application specific processors; Associative memory; CADCAM; Computer aided manufacturing; Databases; Energy consumption; Hardware; Random access memory; Speech recognition;
Conference_Titel :
Performance Analysis of Systems & Software, 2007. ISPASS 2007. IEEE International Symposium on
Conference_Location :
San Jose, CA
Print_ISBN :
1-4244-1082-7
Electronic_ISBN :
1-4244-1082-7
DOI :
10.1109/ISPASS.2007.363753